Artificial intelligence for monitoring a portable electronic device testing arrangement

An automated testing arrangement for portable electronic devices, the automated testing arrangement comprising:

• one or more processors;
• and
• one or more non-transitory media comprising instructions stored thereon, the instructions being executable by the one or more processors to cause the one or more processors to perform one or more actions comprising:
• determining, via a machine learning (ML) model, a list of virtual devices used for the automated testing arrangement for portable electronic devices, wherein the listed virtual devices correspond to registered portable electronic devices, and wherein the listed virtual devices each comprise a graphical user interface (GUI);
• testing, via the automated testing arrangement, one or more first portable electronic devices, wherein the testing comprises the GUI of a particular listed virtual device interacting with a testing container that includes at least one physical portable electronic device corresponding to the particular listed virtual device;
• during the testing, monitoring, via the ML model, the automated testing arrangement for the one or more portable electronic devices to obtain information;
• and
• based at least in part on the comparing, determining issues with virtual devices used for the automated testing arrangement.

One or more non-transitory computer-readable media storing computer-executable instructions that, when executed by one or more processors, cause the one or more processors to perform actions comprising:

• determining, via a machine learning (ML) model, a list of virtual devices used for an automated testing arrangement for portable electronic devices, wherein the listed virtual devices correspond to registered portable electronic devices, and wherein the listed virtual devices each comprise a graphical user interface (GUI);
• testing, via the automated testing arrangement, one or more first portable electronic devices, wherein the testing comprises the GUI of a particular listed virtual device interacting with a testing container that includes at least one physical portable electronic device corresponding to the particular listed virtual device;
• during the testing, monitoring, via the ML model, the automated testing arrangement for the one or more portable electronic devices to obtain information;
• comparing, via the ML model, the information with the list of virtual devices;
• and
• based at least in part on the comparing, determining issues with virtual devices used for the automated testing arrangement.